{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,21]],"date-time":"2025-05-21T06:11:52Z","timestamp":1747807912315},"reference-count":6,"publisher":"World Scientific Pub Co Pte Lt","issue":"02","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Semantic Computing"],"published-print":{"date-parts":[[2009,6]]},"abstract":"<jats:p> Research on audio-based music retrieval has primarily concentrated on refining audio features to improve search quality. However, much less work has been done on improving the time efficiency of music audio searches. Representing music audio documents in an indexable format provides a mechanism for achieving efficiency. To address this issue, in this work Exact Locality Sensitive Mapping (ELSM) is suggested to join the concatenated feature sets and soft hash values. On this basis we propose audio-based music indexing techniques, ELSM and Soft Locality Sensitive Hash (SoftLSH) using an optimized Feature Union (FU) set of extracted audio features. Two contributions are made here. First, the principle of similarity-invariance is applied in summarizing audio feature sequences and utilized in training semantic audio representations based on regression. Second, soft hash values are pre-calculated to help locate the searching range more accurately and improve collision probability among features similar to each other. Our algorithms are implemented in a demonstration system to show how to retrieve and evaluate multi-version audio documents. Experimental evaluation over a real \"multi-version\" audio dataset confirms the practicality of ELSM and SoftLSH with FU and proves that our algorithms are effective for both multi-version detection (online query, one-query vs. multi-object) and same content detection (batch queries, multi-queries vs. one-object). <\/jats:p>","DOI":"10.1142\/s1793351x09000732","type":"journal-article","created":{"date-parts":[[2009,9,16]],"date-time":"2009-09-16T13:21:32Z","timestamp":1253107292000},"page":"209-234","source":"Crossref","is-referenced-by-count":11,"title":["MULTI-VERSION MUSIC SEARCH USING ACOUSTIC FEATURE UNION AND EXACT SOFT MAPPING"],"prefix":"10.1142","volume":"03","author":[{"given":"YI","family":"YU","sequence":"first","affiliation":[{"name":"Department of Advanced Information and Computer Sciences, Nara Women's University, Kitauoya nishi-machi, Nara 630-8506, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"KAZUKI","family":"JOE","sequence":"additional","affiliation":[{"name":"Department of Advanced Information and Computer Sciences, Nara Women's University, Kitauoya nishi-machi, Nara 630-8506, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"VINCENT","family":"ORIA","sequence":"additional","affiliation":[{"name":"Department of Computer Science, New Jersey Institute of Technology, University Heights Newark, NJ 07102, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"FABIAN","family":"MOERCHEN","sequence":"additional","affiliation":[{"name":"Siemens Corporate Research, Integrated Data Systems, 755 College Road East Princeton, NJ 08540, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"J. STEPHEN","family":"DOWNIE","sequence":"additional","affiliation":[{"name":"Graduate School of Library and Information Science, University of Illinois at Urbana Champaign, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"LEI","family":"CHEN","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Hong Kong University of Science and Technology, HKSAR, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf17","doi-asserted-by":"publisher","DOI":"10.1109\/TSA.2002.800560"},{"key":"rf20","volume-title":"Fundamentals of Speech Recognition","author":"Rabiner L.","year":"1993"},{"key":"rf24","first-page":"1730","volume":"91","author":"Yu Y.","journal-title":"IEICE Trans. on Information and System E"},{"key":"rf27","doi-asserted-by":"publisher","DOI":"10.1109\/TASL.2008.924595"},{"key":"rf29","first-page":"81","volume":"4","author":"Vintsyuk T. K.","journal-title":"Kibernetika"},{"key":"rf30","doi-asserted-by":"publisher","DOI":"10.1016\/S0169-7439(99)00047-7"}],"container-title":["International Journal of Semantic Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S1793351X09000732","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T16:06:38Z","timestamp":1565193998000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S1793351X09000732"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009,6]]},"references-count":6,"journal-issue":{"issue":"02","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2009,6]]}},"alternative-id":["10.1142\/S1793351X09000732"],"URL":"https:\/\/doi.org\/10.1142\/s1793351x09000732","relation":{},"ISSN":["1793-351X","1793-7108"],"issn-type":[{"value":"1793-351X","type":"print"},{"value":"1793-7108","type":"electronic"}],"subject":[],"published":{"date-parts":[[2009,6]]}}}